\documentclass{article}
\usepackage[pdftex,active,tightpage]{preview}
\setlength\PreviewBorder{2mm}

\usepackage[utf8]{inputenc} % this is needed for umlauts
\usepackage[ngerman]{babel} % this is needed for umlauts
\usepackage[T1]{fontenc}    % this is needed for correct output of umlauts in pdf
\usepackage{amssymb,amsmath,amsfonts} % nice math rendering
\usepackage{braket} % needed for \Set
\usepackage{caption}
\usepackage{algorithm}
\usepackage[noend]{algpseudocode}

\DeclareCaptionFormat{myformat}{#3}
\captionsetup[algorithm]{format=myformat}

\begin{document}
\begin{preview}
    \begin{algorithm}[H]
        \begin{algorithmic}
        \Require
        \Statex Sates $\mathcal{X} = \{1, \dots, n_x\}$
        \Statex Actions $\mathcal{A} = \{1, \dots, n_a\},\qquad A: \mathcal{X} \Rightarrow \mathcal{A}$
        \Statex Cost function $g: \mathcal{X} \times \mathcal{A} \rightarrow \mathbb{R}$
        \Statex Transition probabilities $f_{xy}(a) = \mathbb{P}(y | x, a)$
        \Statex Discounting factor $\alpha \in (0, 1)$, typically $\alpha = 0.9$
        \Procedure{ValueIteration}{$\mathcal{X}$, $A$, $g$, $f$, $\alpha$}
            \State Initialize $J, J': \mathcal{X} \rightarrow \mathbb{R}_0^+$ arbitrarily
            \While{$J$ is not converged}
                \State $J' \gets J$
                \For{$x \in \mathcal{X}$}
                    \For{$a \in A(x)$}
                        \State $Q(x, a) \gets g(x, a) + \alpha \sum_{j=1}^{n_x} f_{xj}(a) \cdot J'(j)$
                    \EndFor
                \EndFor
                \For{$x \in \mathcal{X}$}
                    \State $J(x) \gets \min_a \{Q(x, a)\}$
                \EndFor
            \EndWhile
            \Return $J$
        \EndProcedure
        \end{algorithmic}
    \caption{Value Iteration: Learn function $J: \mathcal{X} \rightarrow \mathbb{R}$}
    \label{alg:value-iteration}
    \end{algorithm}
\end{preview}
\end{document}
